Study 2: Conceptual structure after dropping characters, capacities

This is a notebook delving into the robustness of the conceptual structures for each age group revealed in Study 2. Here we explore what these structures would look like if we dropped one character at a time, or if we dropped one mental capacity at a time.

Adults

Dropping characters

computer

Setting row names on a tibble is deprecated.

Parallel analysis suggests that the number of factors =  3  and the number of components =  2 

An ultra-Heywood case was detected.  Examine the results carefullyAn ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 4 ; WDM criteria: 3"
[[1]]

[[2]]

robot

Setting row names on a tibble is deprecated.

Parallel analysis suggests that the number of factors =  2  and the number of components =  2 

Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 2 ; Minimizing BIC: 4 ; WDM criteria: 2"
[[1]]

[[2]]

[[3]]

doll

Setting row names on a tibble is deprecated. A loading greater than abs(1) was detected.  Examine the loadings carefully.The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.
An ultra-Heywood case was detected.  Examine the results carefully

Parallel analysis suggests that the number of factors =  3  and the number of components =  3 

The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.
An ultra-Heywood case was detected.  Examine the results carefullyAn ultra-Heywood case was detected.  Examine the results carefullyAn ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 4 ; WDM criteria: 3"
[[1]]

[[2]]

teddy bear

Setting row names on a tibble is deprecated. A loading greater than abs(1) was detected.  Examine the loadings carefully.The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.
An ultra-Heywood case was detected.  Examine the results carefully

Parallel analysis suggests that the number of factors =  3  and the number of components =  2 

The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.
An ultra-Heywood case was detected.  Examine the results carefullyAn ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 4 ; WDM criteria: 3"
[[1]]

[[2]]

beetle

Setting row names on a tibble is deprecated.

Parallel analysis suggests that the number of factors =  3  and the number of components =  2 

Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 4 ; WDM criteria: 3"
[[1]]

[[2]]

bird

Setting row names on a tibble is deprecated.

Parallel analysis suggests that the number of factors =  3  and the number of components =  2 

An ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 4 ; WDM criteria: 3"
[[1]]

[[2]]

mouse

Setting row names on a tibble is deprecated.

Parallel analysis suggests that the number of factors =  3  and the number of components =  2 

The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.
An ultra-Heywood case was detected.  Examine the results carefullyAn ultra-Heywood case was detected.  Examine the results carefullyAn ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 4 ; WDM criteria: 3"
[[1]]

[[2]]

goat

Setting row names on a tibble is deprecated. A loading greater than abs(1) was detected.  Examine the loadings carefully.The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.
An ultra-Heywood case was detected.  Examine the results carefully

Parallel analysis suggests that the number of factors =  3  and the number of components =  2 

The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.
An ultra-Heywood case was detected.  Examine the results carefullyAn ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 4 ; WDM criteria: 3"
[[1]]

[[2]]

elephant

Setting row names on a tibble is deprecated.

Parallel analysis suggests that the number of factors =  3  and the number of components =  2 

Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 4 ; WDM criteria: 3"
[[1]]

[[2]]

Dropping capacities

feel pain

Parallel analysis suggests that the number of factors =  3  and the number of components =  2 

Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 4 ; WDM criteria: 3"
[[1]]

[[2]]

get hungry

Parallel analysis suggests that the number of factors =  3  and the number of components =  2 

An ultra-Heywood case was detected.  Examine the results carefullyAn ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 4 ; WDM criteria: 3"
[[1]]

[[2]]

feel tired

Parallel analysis suggests that the number of factors =  3  and the number of components =  2 

An ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 4 ; WDM criteria: 3"
[[1]]

[[2]]

smell things

The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.

Parallel analysis suggests that the number of factors =  3  and the number of components =  2 

An ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 4 ; WDM criteria: 3"
[[1]]

[[2]]

feel scared

The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.

Parallel analysis suggests that the number of factors =  3  and the number of components =  2 

An ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 4 ; WDM criteria: 3"
[[1]]

[[2]]

feel sick…

Parallel analysis suggests that the number of factors =  3  and the number of components =  2 

Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 4 ; WDM criteria: 3"
[[1]]

[[2]]

get angry

 A loading greater than abs(1) was detected.  Examine the loadings carefully.The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.
An ultra-Heywood case was detected.  Examine the results carefully

Parallel analysis suggests that the number of factors =  3  and the number of components =  2 

An ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 4 ; WDM criteria: 3"
[[1]]

[[2]]

feel guilty

 A loading greater than abs(1) was detected.  Examine the loadings carefully.The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.
An ultra-Heywood case was detected.  Examine the results carefully

Parallel analysis suggests that the number of factors =  3  and the number of components =  2 

An ultra-Heywood case was detected.  Examine the results carefullyAn ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 3 ; WDM criteria: 3"
[[1]]

get hurt feelings

Parallel analysis suggests that the number of factors =  3  and the number of components =  2 

The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.
An ultra-Heywood case was detected.  Examine the results carefullyAn ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 4 ; WDM criteria: 3"
[[1]]

[[2]]

feel embarrassed

Parallel analysis suggests that the number of factors =  3  and the number of components =  2 

An ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 3 ; WDM criteria: 3"
[[1]]

feel proud

Parallel analysis suggests that the number of factors =  3  and the number of components =  2 

An ultra-Heywood case was detected.  Examine the results carefullyAn ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 4 ; WDM criteria: 3"
[[1]]

[[2]]

feel love

 A loading greater than abs(1) was detected.  Examine the loadings carefully.The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.
An ultra-Heywood case was detected.  Examine the results carefully

Parallel analysis suggests that the number of factors =  3  and the number of components =  2 

An ultra-Heywood case was detected.  Examine the results carefullyAn ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 4 ; WDM criteria: 3"
[[1]]

[[2]]

feel sad

 A loading greater than abs(1) was detected.  Examine the loadings carefully.The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.
An ultra-Heywood case was detected.  Examine the results carefully

Parallel analysis suggests that the number of factors =  3  and the number of components =  2 

Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 4 ; WDM criteria: 3"
[[1]]

[[2]]

feel happy

Parallel analysis suggests that the number of factors =  3  and the number of components =  2 

The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.
An ultra-Heywood case was detected.  Examine the results carefullyThe estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.
An ultra-Heywood case was detected.  Examine the results carefullyAn ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 3 ; WDM criteria: 3"
[[1]]

sense…far away

The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.

Parallel analysis suggests that the number of factors =  3  and the number of components =  2 

An ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 4 ; WDM criteria: 3"
[[1]]

[[2]]

sense temperatures

 A loading greater than abs(1) was detected.  Examine the loadings carefully.The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.
An ultra-Heywood case was detected.  Examine the results carefully

Parallel analysis suggests that the number of factors =  3  and the number of components =  2 

The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.
Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 4 ; WDM criteria: 3"
[[1]]

[[2]]

figure out how to do things

Parallel analysis suggests that the number of factors =  3  and the number of components =  2 

Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 4 ; WDM criteria: 3"
[[1]]

[[2]]

be aware of things

Parallel analysis suggests that the number of factors =  3  and the number of components =  2 

Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 4 ; WDM criteria: 3"
[[1]]

[[2]]

remember things

Parallel analysis suggests that the number of factors =  3  and the number of components =  2 

Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 4 ; WDM criteria: 3"
[[1]]

[[2]]

make choices

Parallel analysis suggests that the number of factors =  3  and the number of components =  2 

Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 4 ; WDM criteria: 3"
[[1]]

[[2]]

Older children

Dropping characters

computer

Setting row names on a tibble is deprecated. A loading greater than abs(1) was detected.  Examine the loadings carefully.The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.
An ultra-Heywood case was detected.  Examine the results carefullyThe estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.

Parallel analysis suggests that the number of factors =  3  and the number of components =  3 

Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 3 ; WDM criteria: 3"
[[1]]

robot

Setting row names on a tibble is deprecated.

Parallel analysis suggests that the number of factors =  3  and the number of components =  2 

Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 3 ; WDM criteria: 3"
[[1]]

doll

Setting row names on a tibble is deprecated.

Parallel analysis suggests that the number of factors =  3  and the number of components =  3 

Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 3 ; WDM criteria: 3"
[[1]]

teddy bear

Setting row names on a tibble is deprecated.

Parallel analysis suggests that the number of factors =  3  and the number of components =  3 

Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 3 ; WDM criteria: 3"
[[1]]

beetle

Setting row names on a tibble is deprecated.

Parallel analysis suggests that the number of factors =  3  and the number of components =  3 

Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 3 ; WDM criteria: 3"
[[1]]

bird

Setting row names on a tibble is deprecated.

Parallel analysis suggests that the number of factors =  3  and the number of components =  3 

Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 3 ; WDM criteria: 3"
[[1]]

mouse

Setting row names on a tibble is deprecated.

Parallel analysis suggests that the number of factors =  3  and the number of components =  3 

Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 3 ; WDM criteria: 3"
[[1]]

goat

Setting row names on a tibble is deprecated.

Parallel analysis suggests that the number of factors =  3  and the number of components =  3 

Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 3 ; WDM criteria: 3"
[[1]]

elephant

Setting row names on a tibble is deprecated.

Parallel analysis suggests that the number of factors =  3  and the number of components =  3 

Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 3 ; WDM criteria: 3"
[[1]]

Dropping capacities

feel pain

Parallel analysis suggests that the number of factors =  3  and the number of components =  3 

Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 3 ; WDM criteria: 3"
[[1]]

get hungry

 A loading greater than abs(1) was detected.  Examine the loadings carefully.The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.
An ultra-Heywood case was detected.  Examine the results carefully

Parallel analysis suggests that the number of factors =  3  and the number of components =  3 

Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 3 ; WDM criteria: 3"
[[1]]

feel tired

The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.
The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.

Parallel analysis suggests that the number of factors =  3  and the number of components =  3 

An ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 3 ; WDM criteria: 3"
[[1]]

smell things

Parallel analysis suggests that the number of factors =  3  and the number of components =  3 

Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 3 ; WDM criteria: 3"
[[1]]

feel scared

Parallel analysis suggests that the number of factors =  3  and the number of components =  3 

Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 3 ; WDM criteria: 3"
[[1]]

feel sick…

Parallel analysis suggests that the number of factors =  3  and the number of components =  3 

Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 3 ; WDM criteria: 3"
[[1]]

get angry

Parallel analysis suggests that the number of factors =  3  and the number of components =  3 

Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 3 ; WDM criteria: 3"
[[1]]

feel guilty

Parallel analysis suggests that the number of factors =  3  and the number of components =  3 

An ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 3 ; WDM criteria: 3"
[[1]]

get hurt feelings

Parallel analysis suggests that the number of factors =  3  and the number of components =  3 

An ultra-Heywood case was detected.  Examine the results carefullyAn ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 3 ; WDM criteria: 3"
[[1]]

feel embarrassed

 A loading greater than abs(1) was detected.  Examine the loadings carefully.The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.
An ultra-Heywood case was detected.  Examine the results carefully A loading greater than abs(1) was detected.  Examine the loadings carefully.The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.
An ultra-Heywood case was detected.  Examine the results carefully

Parallel analysis suggests that the number of factors =  3  and the number of components =  3 

Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 3 ; WDM criteria: 3"
[[1]]

feel proud

 A loading greater than abs(1) was detected.  Examine the loadings carefully.The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.
An ultra-Heywood case was detected.  Examine the results carefully

Parallel analysis suggests that the number of factors =  3  and the number of components =  3 

Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 3 ; WDM criteria: 3"
[[1]]

feel love

Parallel analysis suggests that the number of factors =  3  and the number of components =  3 

Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 3 ; WDM criteria: 3"
[[1]]

feel sad

Parallel analysis suggests that the number of factors =  3  and the number of components =  3 

Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 3 ; WDM criteria: 3"
[[1]]

feel happy

Parallel analysis suggests that the number of factors =  3  and the number of components =  3 

Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 3 ; WDM criteria: 3"
[[1]]

sense…far away

Parallel analysis suggests that the number of factors =  3  and the number of components =  3 

Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 3 ; WDM criteria: 3"
[[1]]

sense temperatures

 A loading greater than abs(1) was detected.  Examine the loadings carefully.The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.
An ultra-Heywood case was detected.  Examine the results carefully

Parallel analysis suggests that the number of factors =  3  and the number of components =  3 

Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 3 ; WDM criteria: 3"
[[1]]

figure out how to do things

Parallel analysis suggests that the number of factors =  3  and the number of components =  3 

An ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 3 ; WDM criteria: 3"
[[1]]

be aware of things

Parallel analysis suggests that the number of factors =  3  and the number of components =  3 

Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 3 ; WDM criteria: 3"
[[1]]

remember things

The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.

Parallel analysis suggests that the number of factors =  3  and the number of components =  3 

Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 3 ; WDM criteria: 3"
[[1]]

make choices

 A loading greater than abs(1) was detected.  Examine the loadings carefully.The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.
An ultra-Heywood case was detected.  Examine the results carefully

Parallel analysis suggests that the number of factors =  3  and the number of components =  3 

Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 3 ; WDM criteria: 3"
[[1]]

Younger children

Dropping characters

computer

Setting row names on a tibble is deprecated.The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.

Parallel analysis suggests that the number of factors =  4  and the number of components =  1 

Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 4 ; Minimizing BIC: 1 ; WDM criteria: 3"
[[1]]

[[2]]

[[3]]

[[4]]

robot

Setting row names on a tibble is deprecated.

Parallel analysis suggests that the number of factors =  2  and the number of components =  1 

Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 2 ; Minimizing BIC: 1 ; WDM criteria: 3"
[[1]]

[[2]]

[[3]]

doll

Setting row names on a tibble is deprecated.

Parallel analysis suggests that the number of factors =  3  and the number of components =  1 

An ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 1 ; WDM criteria: 3"
[[1]]

[[2]]

[[3]]

teddy bear

Setting row names on a tibble is deprecated.

Parallel analysis suggests that the number of factors =  2  and the number of components =  1 

Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 2 ; Minimizing BIC: 1 ; WDM criteria: 3"
[[1]]

[[2]]

[[3]]

beetle

Setting row names on a tibble is deprecated.

Parallel analysis suggests that the number of factors =  2  and the number of components =  1 

Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 2 ; Minimizing BIC: 1 ; WDM criteria: 3"
[[1]]

[[2]]

[[3]]

bird

Setting row names on a tibble is deprecated.

Parallel analysis suggests that the number of factors =  2  and the number of components =  1 

An ultra-Heywood case was detected.  Examine the results carefullyAn ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 2 ; Minimizing BIC: 1 ; WDM criteria: 3"
[[1]]

[[2]]

[[3]]

mouse

Setting row names on a tibble is deprecated.

Parallel analysis suggests that the number of factors =  2  and the number of components =  1 

Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 2 ; Minimizing BIC: 1 ; WDM criteria: 2"
[[1]]

[[2]]

goat

Setting row names on a tibble is deprecated.

Parallel analysis suggests that the number of factors =  2  and the number of components =  1 

The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.
An ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 2 ; Minimizing BIC: 1 ; WDM criteria: 3"
[[1]]

[[2]]

[[3]]

elephant

Setting row names on a tibble is deprecated. A loading greater than abs(1) was detected.  Examine the loadings carefully.The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.
An ultra-Heywood case was detected.  Examine the results carefullyThe estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.

Parallel analysis suggests that the number of factors =  2  and the number of components =  1 

Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 2 ; Minimizing BIC: 1 ; WDM criteria: 3"
[[1]]

[[2]]

[[3]]

Dropping capacities

feel pain

Parallel analysis suggests that the number of factors =  2  and the number of components =  1 

An ultra-Heywood case was detected.  Examine the results carefullyAn ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 2 ; Minimizing BIC: 1 ; WDM criteria: 2"
[[1]]

[[2]]

get hungry

The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.

Parallel analysis suggests that the number of factors =  2  and the number of components =  1 

Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 2 ; Minimizing BIC: 1 ; WDM criteria: 2"
[[1]]

[[2]]

feel tired

Parallel analysis suggests that the number of factors =  2  and the number of components =  1 

An ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 2 ; Minimizing BIC: 1 ; WDM criteria: 2"
[[1]]

[[2]]

smell things

 A loading greater than abs(1) was detected.  Examine the loadings carefully.The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.
An ultra-Heywood case was detected.  Examine the results carefullyThe estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.

Parallel analysis suggests that the number of factors =  2  and the number of components =  1 

Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 2 ; Minimizing BIC: 1 ; WDM criteria: 2"
[[1]]

[[2]]

feel scared

 A loading greater than abs(1) was detected.  Examine the loadings carefully.The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.
An ultra-Heywood case was detected.  Examine the results carefully

Parallel analysis suggests that the number of factors =  2  and the number of components =  1 

Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 2 ; Minimizing BIC: 1 ; WDM criteria: 2"
[[1]]

[[2]]

feel sick…

The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.

Parallel analysis suggests that the number of factors =  4  and the number of components =  1 

Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 4 ; Minimizing BIC: 1 ; WDM criteria: 2"
[[1]]

[[2]]

[[3]]

[[4]]

get angry

The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.

Parallel analysis suggests that the number of factors =  2  and the number of components =  1 

An ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 2 ; Minimizing BIC: 1 ; WDM criteria: 2"
[[1]]

[[2]]

feel guilty

Parallel analysis suggests that the number of factors =  4  and the number of components =  1 

An ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 4 ; Minimizing BIC: 1 ; WDM criteria: 2"
[[1]]

[[2]]

[[3]]

[[4]]

get hurt feelings

Parallel analysis suggests that the number of factors =  2  and the number of components =  1 

Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 2 ; Minimizing BIC: 1 ; WDM criteria: 3"
[[1]]

[[2]]

[[3]]

feel embarrassed

The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.

Parallel analysis suggests that the number of factors =  2  and the number of components =  1 

An ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 2 ; Minimizing BIC: 1 ; WDM criteria: 3"
[[1]]

[[2]]

[[3]]

feel proud

Parallel analysis suggests that the number of factors =  2  and the number of components =  1 

An ultra-Heywood case was detected.  Examine the results carefullyAn ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 2 ; Minimizing BIC: 1 ; WDM criteria: 3"
[[1]]

[[2]]

[[3]]

feel love

Parallel analysis suggests that the number of factors =  2  and the number of components =  1 

An ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 2 ; Minimizing BIC: 1 ; WDM criteria: 2"
[[1]]

[[2]]

feel sad

Parallel analysis suggests that the number of factors =  4  and the number of components =  1 

Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 4 ; Minimizing BIC: 1 ; WDM criteria: 3"
[[1]]

[[2]]

[[3]]

[[4]]

feel happy

The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.
The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.

Parallel analysis suggests that the number of factors =  2  and the number of components =  1 

Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 2 ; Minimizing BIC: 1 ; WDM criteria: 2"
[[1]]

[[2]]

sense…far away

Parallel analysis suggests that the number of factors =  4  and the number of components =  1 

An ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 4 ; Minimizing BIC: 1 ; WDM criteria: 3"
[[1]]

[[2]]

[[3]]

[[4]]

sense temperatures

Parallel analysis suggests that the number of factors =  1  and the number of components =  1 

An ultra-Heywood case was detected.  Examine the results carefullyAn ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 1 ; Minimizing BIC: 1 ; WDM criteria: 2"
[[1]]

[[2]]

figure out how to do things

The estimated weights for the factor scores are probably incorrect.  Try a different factor extraction method.

Parallel analysis suggests that the number of factors =  2  and the number of components =  1 

Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 2 ; Minimizing BIC: 1 ; WDM criteria: 2"
[[1]]

[[2]]

be aware of things

Parallel analysis suggests that the number of factors =  2  and the number of components =  1 

Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 2 ; Minimizing BIC: 1 ; WDM criteria: 2"
[[1]]

[[2]]

remember things

Parallel analysis suggests that the number of factors =  3  and the number of components =  1 

Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 3 ; Minimizing BIC: 1 ; WDM criteria: 2"
[[1]]

[[2]]

[[3]]

make choices

Parallel analysis suggests that the number of factors =  2  and the number of components =  1 

An ultra-Heywood case was detected.  Examine the results carefullyJoining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"
Joining, by = "capacity"
Joining, by = "factor"

[1] "Parallel analysis: 2 ; Minimizing BIC: 1 ; WDM criteria: 3"
[[1]]

[[2]]

[[3]]